Fast edit loops improve AI document workflow

AI-generated document workflows are often hindered by slow regeneration times, turning helpful tools into bottlenecks. The MAIC-UI system addresses this by introducing a "generate-verify-optimize" loop, using unified diffs to regenerate only changed fragments and achieve sub-10-second iteration cycles, significantly speeding up the editing process.